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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Apache Flink File Source Pipeline
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Neuml Txtai Agent Execution
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Apache Hudi Flink MOR Compaction
Principles
- Principle:OpenGVLab InternVL Vision Encoder Abstraction
- Principle:Ggml org Ggml Tensor Context Management
- Principle:Webdriverio Webdriverio PluginSystem
- Principle:PacktPublishing LLM Engineers Handbook Batch Inference Generation
- Principle:Apache Spark Container Image Build
- Principle:Tensorflow Serving Thread Pool Management
- Principle:Pyro ppl Pyro Epidemiological Modeling
- Principle:Getgauge Taiko Input Clearing
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:ARISE Initiative Robosuite Gymnasium Environment Wrapping
Implementations
- Implementation:Romsto Speculative Decoding InferenceCLI
- Implementation:Turboderp org Exllamav2 MMLU Benchmark
- Implementation:Farama Foundation Gymnasium Car Dynamics
- Implementation:Vibrantlabsai Ragas Core Utility Functions
- Implementation:Alibaba MNN Torch Model Export
- Implementation:Explodinggradients Ragas Evaluate Function
- Implementation:NVIDIA NeMo Curator Start Prometheus Grafana
- Implementation:Vllm project Vllm Collect Env
- Implementation:Openai Whisper Get Writer
- Implementation:DevExpress Testcafe ActionOptions TypeDefs
Heuristics
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
Environments
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Vllm project Vllm Python
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Microsoft LoRA NLU Conda Environment